Multi-agent LLM travel planners are frequently deceived by injected fake listings, coordinated fake reviews, and multi-round scam conversations, and a simple anti-fraud reviewer helps only some models.
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Is Your LLM-Based Multi-Agent a Reliable Real-World Planner? Exploring Fraud Detection in Travel Planning
Multi-agent LLM travel planners are frequently deceived by injected fake listings, coordinated fake reviews, and multi-round scam conversations, and a simple anti-fraud reviewer helps only some models.